Dataset statistics
| Number of variables | 29 |
|---|---|
| Number of observations | 150000 |
| Missing cells | 43492 |
| Missing cells (%) | 1.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 40.0 MiB |
| Average record size in memory | 279.5 B |
Variable types
| NUM | 27 |
|---|---|
| CAT | 1 |
| BOOL | 1 |
Reproduction
| Analysis started | 2020-03-23 13:19:23.578049 |
|---|---|
| Analysis finished | 2020-03-23 14:37:17.135664 |
| Version | pandas-profiling v2.5.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
v_5 is highly correlated with v_2 and 1 other fields | High Correlation |
v_2 is highly correlated with v_5 and 1 other fields | High Correlation |
v_6 is highly correlated with v_1 and 1 other fields | High Correlation |
v_1 is highly correlated with v_6 and 1 other fields | High Correlation |
v_7 is highly correlated with v_2 and 1 other fields | High Correlation |
v_8 is highly correlated with v_3 | High Correlation |
v_3 is highly correlated with v_8 | High Correlation |
v_9 is highly correlated with v_4 | High Correlation |
v_4 is highly correlated with v_9 and 1 other fields | High Correlation |
v_10 is highly correlated with v_1 and 1 other fields | High Correlation |
v_13 is highly correlated with v_4 | High Correlation |
bodyType has 4506 (3.0%) missing values | Missing |
fuelType has 8680 (5.8%) missing values | Missing |
gearbox has 5981 (4.0%) missing values | Missing |
notRepairedDamage has 24324 (16.2%) missing values | Missing |
power is highly skewed (γ1 = 65.86317787) | Skewed |
creatDate is highly skewed (γ1 = -79.01331042) | Skewed |
model has 11762 (7.8%) zeros | Zeros |
brand has 31480 (21.0%) zeros | Zeros |
bodyType has 41420 (27.6%) zeros | Zeros |
fuelType has 91656 (61.1%) zeros | Zeros |
power has 12829 (8.6%) zeros | Zeros |
v_5 has 4485 (3.0%) zeros | Zeros |
v_6 has 35465 (23.6%) zeros | Zeros |
v_7 has 5467 (3.6%) zeros | Zeros |
v_8 has 1597 (1.1%) zeros | Zeros |
v_9 has 3486 (2.3%) zeros | Zeros |
| Distinct count | 150000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74999.5 |
|---|---|
| Minimum | 0 |
| Maximum | 149999 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7499.95 |
| Q1 | 37499.75 |
| median | 74999.5 |
| Q3 | 112499.25 |
| 95-th percentile | 142499.05 |
| Maximum | 149999 |
| Range | 149999 |
| Interquartile range (IQR) | 74999.5 |
Descriptive statistics
| Standard deviation | 43301.41453 |
|---|---|
| Coefficient of variation (CV) | 0.5773560427 |
| Kurtosis | -1.2 |
| Mean | 74999.5 |
| Median Absolute Deviation (MAD) | 37500 |
| Skewness | 0 |
| Sum | 1.1249925e+10 |
| Variance | 1875012500 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 149999.], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 113949 | 1 | < 0.1% | |
| 15661 | 1 | < 0.1% | |
| 13612 | 1 | < 0.1% | |
| 3371 | 1 | < 0.1% | |
| 1322 | 1 | < 0.1% | |
| 7465 | 1 | < 0.1% | |
| 5416 | 1 | < 0.1% | |
| 27943 | 1 | < 0.1% | |
| 25894 | 1 | < 0.1% | |
| Other values (149990) | 149990 | > 99.9% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 149999 | 1 | < 0.1% | |
| 149998 | 1 | < 0.1% | |
| 149997 | 1 | < 0.1% | |
| 149996 | 1 | < 0.1% | |
| 149995 | 1 | < 0.1% |
name
Real number (ℝ≥0)
| Distinct count | 99662 |
|---|---|
| Unique (%) | 66.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68349.17287 |
|---|---|
| Minimum | 0 |
| Maximum | 196812 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 811 |
| Q1 | 11156 |
| median | 51638 |
| Q3 | 118841.25 |
| 95-th percentile | 180617.05 |
| Maximum | 196812 |
| Range | 196812 |
| Interquartile range (IQR) | 107685.25 |
Descriptive statistics
| Standard deviation | 61103.87509 |
|---|---|
| Coefficient of variation (CV) | 0.8939958236 |
| Kurtosis | -1.039944629 |
| Mean | 68349.17287 |
| Median Absolute Deviation (MAD) | 53386.51797 |
| Skewness | 0.5576057626 |
| Sum | 1.025237593e+10 |
| Variance | 3733683552 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.000000e+00 5.000000e+00 6.500000e+00 9.500000e+00 1.100000e+01 ... 9.347150e+04 1.087515e+05 1.087525e+05 1.641490e+05 1.968120e+05], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 708 | 282 | 0.2% | |
| 387 | 282 | 0.2% | |
| 55 | 280 | 0.2% | |
| 1541 | 263 | 0.2% | |
| 203 | 233 | 0.2% | |
| 53 | 221 | 0.1% | |
| 713 | 217 | 0.1% | |
| 290 | 197 | 0.1% | |
| 1186 | 184 | 0.1% | |
| 911 | 182 | 0.1% | |
| Other values (99652) | 147659 | 98.4% |
| Value | Count | Frequency (%) | |
| 0 | 4 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 6 | 35 | < 0.1% | |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 196812 | 1 | < 0.1% | |
| 196811 | 1 | < 0.1% | |
| 196810 | 1 | < 0.1% | |
| 196809 | 1 | < 0.1% | |
| 196807 | 1 | < 0.1% |
regDate
Real number (ℝ≥0)
| Distinct count | 3894 |
|---|---|
| Unique (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20034170.51 |
|---|---|
| Minimum | 19910001 |
| Maximum | 20151212 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 19910001 |
|---|---|
| 5-th percentile | 19950209 |
| Q1 | 19990912 |
| median | 20030912 |
| Q3 | 20071109 |
| 95-th percentile | 20120811 |
| Maximum | 20151212 |
| Range | 241211 |
| Interquartile range (IQR) | 80197 |
Descriptive statistics
| Standard deviation | 53649.87926 |
|---|---|
| Coefficient of variation (CV) | 0.00267791867 |
| Kurtosis | -0.6973078263 |
| Mean | 20034170.51 |
| Median Absolute Deviation (MAD) | 44768.43009 |
| Skewness | 0.02849507907 |
| Sum | 3.005125577e+12 |
| Variance | 2878309544 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[19910001. 19910011.5 19910101.5 19910111.5 19910202.5 ... 20151011.5 20151101.5 20151111.5 20151201.5 20151212. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 20000008 | 180 | 0.1% | |
| 20000011 | 158 | 0.1% | |
| 20000004 | 157 | 0.1% | |
| 20000010 | 157 | 0.1% | |
| 20000002 | 155 | 0.1% | |
| 20000009 | 154 | 0.1% | |
| 20000005 | 151 | 0.1% | |
| 20000001 | 149 | 0.1% | |
| 20000006 | 143 | 0.1% | |
| 20000007 | 142 | 0.1% | |
| Other values (3884) | 148454 | 99.0% |
| Value | Count | Frequency (%) | |
| 19910001 | 14 | < 0.1% | |
| 19910002 | 14 | < 0.1% | |
| 19910003 | 12 | < 0.1% | |
| 19910004 | 11 | < 0.1% | |
| 19910005 | 15 | < 0.1% |
| Value | Count | Frequency (%) | |
| 20151212 | 1 | < 0.1% | |
| 20151211 | 3 | < 0.1% | |
| 20151210 | 5 | < 0.1% | |
| 20151209 | 1 | < 0.1% | |
| 20151208 | 4 | < 0.1% |
| Distinct count | 248 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.12902086 |
|---|---|
| Minimum | 0 |
| Maximum | 247 |
| Zeros | 11762 |
| Zeros (%) | 7.8% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 10 |
| median | 30 |
| Q3 | 66 |
| 95-th percentile | 162 |
| Maximum | 247 |
| Range | 247 |
| Interquartile range (IQR) | 56 |
Descriptive statistics
| Standard deviation | 49.53603965 |
|---|---|
| Coefficient of variation (CV) | 1.051072964 |
| Kurtosis | 1.740483202 |
| Mean | 47.12902086 |
| Median Absolute Deviation (MAD) | 37.71013974 |
| Skewness | 1.484387653 |
| Sum | 7069306 |
| Variance | 2453.819225 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 11762 | 7.8% | |
| 19 | 9573 | 6.4% | |
| 4 | 8445 | 5.6% | |
| 1 | 6038 | 4.0% | |
| 29 | 5186 | 3.5% | |
| 48 | 5052 | 3.4% | |
| 40 | 4502 | 3.0% | |
| 26 | 4496 | 3.0% | |
| 8 | 4391 | 2.9% | |
| 31 | 3827 | 2.6% | |
| Other values (238) | 86727 | 57.8% |
| Value | Count | Frequency (%) | |
| 0 | 11762 | 7.8% | |
| 1 | 6038 | 4.0% | |
| 2 | 286 | 0.2% | |
| 3 | 920 | 0.6% | |
| 4 | 8445 | 5.6% |
| Value | Count | Frequency (%) | |
| 247 | 1 | < 0.1% | |
| 246 | 7 | < 0.1% | |
| 245 | 2 | < 0.1% | |
| 244 | 3 | < 0.1% | |
| 243 | 4 | < 0.1% |
| Distinct count | 40 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.052733333 |
|---|---|
| Minimum | 0 |
| Maximum | 39 |
| Zeros | 31480 |
| Zeros (%) | 21.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 6 |
| Q3 | 13 |
| 95-th percentile | 25 |
| Maximum | 39 |
| Range | 39 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 7.864956341 |
|---|---|
| Coefficient of variation (CV) | 0.9766815832 |
| Kurtosis | 1.076201475 |
| Mean | 8.052733333 |
| Median Absolute Deviation (MAD) | 6.277367452 |
| Skewness | 1.150760283 |
| Sum | 1207910 |
| Variance | 61.85753825 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 32.5 36.5 37.5 38.5 39. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 31480 | 21.0% | |
| 4 | 16737 | 11.2% | |
| 14 | 16089 | 10.7% | |
| 10 | 14249 | 9.5% | |
| 1 | 13794 | 9.2% | |
| 6 | 10217 | 6.8% | |
| 9 | 7306 | 4.9% | |
| 5 | 4665 | 3.1% | |
| 13 | 3817 | 2.5% | |
| 11 | 2945 | 2.0% | |
| Other values (30) | 28701 | 19.1% |
| Value | Count | Frequency (%) | |
| 0 | 31480 | 21.0% | |
| 1 | 13794 | 9.2% | |
| 2 | 321 | 0.2% | |
| 3 | 2461 | 1.6% | |
| 4 | 16737 | 11.2% |
| Value | Count | Frequency (%) | |
| 39 | 9 | < 0.1% | |
| 38 | 65 | < 0.1% | |
| 37 | 333 | 0.2% | |
| 36 | 228 | 0.2% | |
| 35 | 180 | 0.1% |
| Distinct count | 8 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 4506 |
| Missing (%) | 3.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.792369445 |
|---|---|
| Minimum | 0 |
| Maximum | 7 |
| Zeros | 41420 |
| Zeros (%) | 27.6% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.760639503 |
|---|---|
| Coefficient of variation (CV) | 0.9822972091 |
| Kurtosis | 0.2069369316 |
| Mean | 1.792369445 |
| Median Absolute Deviation (MAD) | 1.404709438 |
| Skewness | 0.991529939 |
| Sum | 260779 |
| Variance | 3.099851461 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 41420 | 27.6% | |
| 1 | 35272 | 23.5% | |
| 2 | 30324 | 20.2% | |
| 3 | 13491 | 9.0% | |
| 4 | 9609 | 6.4% | |
| 5 | 7607 | 5.1% | |
| 6 | 6482 | 4.3% | |
| 7 | 1289 | 0.9% | |
| (Missing) | 4506 | 3.0% |
| Value | Count | Frequency (%) | |
| 0 | 41420 | 27.6% | |
| 1 | 35272 | 23.5% | |
| 2 | 30324 | 20.2% | |
| 3 | 13491 | 9.0% | |
| 4 | 9609 | 6.4% |
| Value | Count | Frequency (%) | |
| 7 | 1289 | 0.9% | |
| 6 | 6482 | 4.3% | |
| 5 | 7607 | 5.1% | |
| 4 | 9609 | 6.4% | |
| 3 | 13491 | 9.0% |
| Distinct count | 7 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 8680 |
| Missing (%) | 5.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3758420606 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros | 91656 |
| Zeros (%) | 61.1% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.5486766226 |
|---|---|
| Coefficient of variation (CV) | 1.459859553 |
| Kurtosis | 5.8800487 |
| Mean | 0.3758420606 |
| Median Absolute Deviation (MAD) | 0.4875202364 |
| Skewness | 1.595485994 |
| Sum | 53114 |
| Variance | 0.3010460362 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 91656 | 61.1% | |
| 1 | 46991 | 31.3% | |
| 2 | 2212 | 1.5% | |
| 3 | 262 | 0.2% | |
| 4 | 118 | 0.1% | |
| 5 | 45 | < 0.1% | |
| 6 | 36 | < 0.1% | |
| (Missing) | 8680 | 5.8% |
| Value | Count | Frequency (%) | |
| 0 | 91656 | 61.1% | |
| 1 | 46991 | 31.3% | |
| 2 | 2212 | 1.5% | |
| 3 | 262 | 0.2% | |
| 4 | 118 | 0.1% |
| Value | Count | Frequency (%) | |
| 6 | 36 | < 0.1% | |
| 5 | 45 | < 0.1% | |
| 4 | 118 | 0.1% | |
| 3 | 262 | 0.2% | |
| 2 | 2212 | 1.5% |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 5981 |
| Missing (%) | 4.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 | |
| (Missing) | 5981 |
| Value | Count | Frequency (%) | |
| 0 | 111623 | 74.4% | |
| 1 | 32396 | 21.6% | |
| (Missing) | 5981 | 4.0% |
| Distinct count | 566 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 119.3165467 |
|---|---|
| Minimum | 0 |
| Maximum | 19312 |
| Zeros | 12829 |
| Zeros (%) | 8.6% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 75 |
| median | 110 |
| Q3 | 150 |
| 95-th percentile | 232 |
| Maximum | 19312 |
| Range | 19312 |
| Interquartile range (IQR) | 75 |
Descriptive statistics
| Standard deviation | 177.1684192 |
|---|---|
| Coefficient of variation (CV) | 1.484860433 |
| Kurtosis | 5733.451054 |
| Mean | 119.3165467 |
| Median Absolute Deviation (MAD) | 53.74223049 |
| Skewness | 65.86317787 |
| Sum | 17897482 |
| Variance | 31388.64875 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 4.5000e+00 5.5000e+00 3.2500e+01 ... 1.0140e+03 2.0945e+03 7.5115e+03 7.5365e+03 1.9312e+04], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 12829 | 8.6% | |
| 75 | 9593 | 6.4% | |
| 150 | 6495 | 4.3% | |
| 60 | 6374 | 4.2% | |
| 140 | 5963 | 4.0% | |
| 101 | 5537 | 3.7% | |
| 116 | 5177 | 3.5% | |
| 90 | 4890 | 3.3% | |
| 170 | 4791 | 3.2% | |
| 105 | 4457 | 3.0% | |
| Other values (556) | 83894 | 55.9% |
| Value | Count | Frequency (%) | |
| 0 | 12829 | 8.6% | |
| 1 | 8 | < 0.1% | |
| 2 | 3 | < 0.1% | |
| 3 | 3 | < 0.1% | |
| 4 | 9 | < 0.1% |
| Value | Count | Frequency (%) | |
| 19312 | 1 | < 0.1% | |
| 17932 | 1 | < 0.1% | |
| 17700 | 1 | < 0.1% | |
| 17410 | 1 | < 0.1% | |
| 17322 | 1 | < 0.1% |
kilometer
Real number (ℝ≥0)
| Distinct count | 13 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.59716 |
|---|---|
| Minimum | 0.5 |
| Maximum | 15 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0.5 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 12.5 |
| median | 15 |
| Q3 | 15 |
| 95-th percentile | 15 |
| Maximum | 15 |
| Range | 14.5 |
| Interquartile range (IQR) | 2.5 |
Descriptive statistics
| Standard deviation | 3.919575532 |
|---|---|
| Coefficient of variation (CV) | 0.3111475549 |
| Kurtosis | 1.141934188 |
| Mean | 12.59716 |
| Median Absolute Deviation (MAD) | 3.103732409 |
| Skewness | -1.525921365 |
| Sum | 1889574 |
| Variance | 15.36307235 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0.5 0.75 1.5 3.5 4.5 ... 8.5 9.5 11.25 13.75 15. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 15 | 96877 | 64.6% | |
| 12.5 | 15722 | 10.5% | |
| 10 | 6459 | 4.3% | |
| 9 | 5257 | 3.5% | |
| 8 | 4573 | 3.0% | |
| 7 | 4084 | 2.7% | |
| 6 | 3725 | 2.5% | |
| 5 | 3144 | 2.1% | |
| 4 | 2718 | 1.8% | |
| 3 | 2501 | 1.7% | |
| Other values (3) | 4940 | 3.3% |
| Value | Count | Frequency (%) | |
| 0.5 | 1840 | 1.2% | |
| 1 | 746 | 0.5% | |
| 2 | 2354 | 1.6% | |
| 3 | 2501 | 1.7% | |
| 4 | 2718 | 1.8% |
| Value | Count | Frequency (%) | |
| 15 | 96877 | 64.6% | |
| 12.5 | 15722 | 10.5% | |
| 10 | 6459 | 4.3% | |
| 9 | 5257 | 3.5% | |
| 8 | 4573 | 3.0% |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 24324 |
| Missing (%) | 16.2% |
| Memory size | 1.1 MiB |
| 0.0 | |
|---|---|
| 1.0 | 14315 |
| Value | Count | Frequency (%) | |
| 0.0 | 111361 | 74.2% | |
| 1.0 | 14315 | 9.5% | |
| (Missing) | 24324 | 16.2% |
Length
| Max length | 3 |
|---|---|
| Mean length | 3 |
| Min length | 3 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 2 | 40.0% | |
| Lowercase_Letter | 2 | 40.0% | |
| Other_Punctuation | 1 | 20.0% |
| Value | Count | Frequency (%) | |
| Common | 3 | 60.0% | |
| Latin | 2 | 40.0% |
| Value | Count | Frequency (%) | |
| ASCII | 5 | 100.0% |
regionCode
Real number (ℝ≥0)
| Distinct count | 7905 |
|---|---|
| Unique (%) | 5.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2583.077267 |
|---|---|
| Minimum | 0 |
| Maximum | 8120 |
| Zeros | 63 |
| Zeros (%) | < 0.1% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 188 |
| Q1 | 1018 |
| median | 2196 |
| Q3 | 3843 |
| 95-th percentile | 6244.05 |
| Maximum | 8120 |
| Range | 8120 |
| Interquartile range (IQR) | 2825 |
Descriptive statistics
| Standard deviation | 1885.363218 |
|---|---|
| Coefficient of variation (CV) | 0.7298903685 |
| Kurtosis | -0.3408317795 |
| Mean | 2583.077267 |
| Median Absolute Deviation (MAD) | 1560.954126 |
| Skewness | 0.6888811779 |
| Sum | 387461590 |
| Variance | 3554594.464 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 3.5000e+00 6.5000e+00 9.5000e+00 ... 7.3645e+03 7.4715e+03 7.8045e+03 7.9785e+03 8.1200e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 419 | 369 | 0.2% | |
| 764 | 258 | 0.2% | |
| 125 | 137 | 0.1% | |
| 176 | 136 | 0.1% | |
| 462 | 134 | 0.1% | |
| 428 | 132 | 0.1% | |
| 24 | 130 | 0.1% | |
| 1184 | 130 | 0.1% | |
| 122 | 129 | 0.1% | |
| 828 | 126 | 0.1% | |
| Other values (7895) | 148319 | 98.9% |
| Value | Count | Frequency (%) | |
| 0 | 63 | < 0.1% | |
| 1 | 17 | < 0.1% | |
| 2 | 26 | < 0.1% | |
| 3 | 30 | < 0.1% | |
| 4 | 65 | < 0.1% |
| Value | Count | Frequency (%) | |
| 8120 | 1 | < 0.1% | |
| 8117 | 1 | < 0.1% | |
| 8113 | 1 | < 0.1% | |
| 8112 | 1 | < 0.1% | |
| 8109 | 1 | < 0.1% |
| Distinct count | 96 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20160330.79 |
|---|---|
| Minimum | 20150618 |
| Maximum | 20160407 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 20150618 |
|---|---|
| 5-th percentile | 20160307 |
| Q1 | 20160313 |
| median | 20160321 |
| Q3 | 20160329 |
| 95-th percentile | 20160404 |
| Maximum | 20160407 |
| Range | 9789 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 106.7328088 |
|---|---|
| Coefficient of variation (CV) | 5.294199283e-06 |
| Kurtosis | 6881.080328 |
| Mean | 20160330.79 |
| Median Absolute Deviation (MAD) | 23.39535659 |
| Skewness | -79.01331042 |
| Sum | 3.024049619e+12 |
| Variance | 11391.89248 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[20150618. 20151110. 20151222. 20160104.5 20160130.5 ... 20160401.5 20160402.5 20160404.5 20160405.5 20160407. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 20160403 | 5848 | 3.9% | |
| 20160404 | 5606 | 3.7% | |
| 20160320 | 5485 | 3.7% | |
| 20160312 | 5383 | 3.6% | |
| 20160402 | 5382 | 3.6% | |
| 20160321 | 5361 | 3.6% | |
| 20160314 | 5278 | 3.5% | |
| 20160328 | 5218 | 3.5% | |
| 20160319 | 5213 | 3.5% | |
| 20160307 | 5203 | 3.5% | |
| Other values (86) | 96023 | 64.0% |
| Value | Count | Frequency (%) | |
| 20150618 | 1 | < 0.1% | |
| 20150807 | 1 | < 0.1% | |
| 20150810 | 1 | < 0.1% | |
| 20150904 | 2 | < 0.1% | |
| 20150909 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 20160407 | 223 | 0.1% | |
| 20160406 | 505 | 0.3% | |
| 20160405 | 1688 | 1.1% | |
| 20160404 | 5606 | 3.7% | |
| 20160403 | 5848 | 3.9% |
price
Real number (ℝ≥0)
| Distinct count | 3763 |
|---|---|
| Unique (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5923.327333 |
|---|---|
| Minimum | 11 |
| Maximum | 99999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 400 |
| Q1 | 1300 |
| median | 3250 |
| Q3 | 7700 |
| 95-th percentile | 19970 |
| Maximum | 99999 |
| Range | 99988 |
| Interquartile range (IQR) | 6400 |
Descriptive statistics
| Standard deviation | 7501.998477 |
|---|---|
| Coefficient of variation (CV) | 1.266517627 |
| Kurtosis | 18.99518336 |
| Mean | 5923.327333 |
| Median Absolute Deviation (MAD) | 4995.003947 |
| Skewness | 3.346486763 |
| Sum | 888499100 |
| Variance | 56279981.14 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[1.10000e+01 4.95000e+01 5.25000e+01 5.95000e+01 7.95000e+01 ... 8.49940e+04 8.49995e+04 8.94750e+04 9.99945e+04 9.99990e+04], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 500 | 2337 | 1.6% | |
| 1500 | 2158 | 1.4% | |
| 1200 | 1922 | 1.3% | |
| 1000 | 1850 | 1.2% | |
| 2500 | 1821 | 1.2% | |
| 600 | 1535 | 1.0% | |
| 3500 | 1533 | 1.0% | |
| 800 | 1513 | 1.0% | |
| 2000 | 1378 | 0.9% | |
| 999 | 1356 | 0.9% | |
| Other values (3753) | 132597 | 88.4% |
| Value | Count | Frequency (%) | |
| 11 | 2 | < 0.1% | |
| 12 | 3 | < 0.1% | |
| 13 | 6 | < 0.1% | |
| 14 | 1 | < 0.1% | |
| 15 | 13 | < 0.1% |
| Value | Count | Frequency (%) | |
| 99999 | 5 | < 0.1% | |
| 99990 | 1 | < 0.1% | |
| 99900 | 1 | < 0.1% | |
| 98430 | 1 | < 0.1% | |
| 98000 | 2 | < 0.1% |
v_0
Real number (ℝ≥0)
| Distinct count | 143997 |
|---|---|
| Unique (%) | 96.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.40626753 |
|---|---|
| Minimum | 30.45197649 |
| Maximum | 52.30417826 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 30.45197649 |
|---|---|
| 5-th percentile | 40.9957098 |
| Q1 | 43.13579888 |
| median | 44.61026572 |
| Q3 | 46.0047209 |
| 95-th percentile | 47.74725825 |
| Maximum | 52.30417826 |
| Range | 21.85220177 |
| Interquartile range (IQR) | 2.868922015 |
Descriptive statistics
| Standard deviation | 2.457547906 |
|---|---|
| Coefficient of variation (CV) | 0.05534236591 |
| Kurtosis | 3.993841049 |
| Mean | 44.40626753 |
| Median Absolute Deviation (MAD) | 1.794836875 |
| Skewness | -1.316712325 |
| Sum | 6660940.13 |
| Variance | 6.039541711 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[30.45197649 31.48446762 32.33477729 33.17923568 33.99008494 ... 49.92855621 50.45940504 50.90603274 51.3507101 52.30417826], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 45.34911469 | 20 | < 0.1% | |
| 48.0872165 | 16 | < 0.1% | |
| 47.56845031 | 15 | < 0.1% | |
| 48.61814962 | 15 | < 0.1% | |
| 47.84035689 | 15 | < 0.1% | |
| 48.25143023 | 15 | < 0.1% | |
| 48.43343972 | 14 | < 0.1% | |
| 47.80298905 | 14 | < 0.1% | |
| 48.26590733 | 14 | < 0.1% | |
| 47.66644402 | 12 | < 0.1% | |
| Other values (143987) | 149850 | 99.9% |
| Value | Count | Frequency (%) | |
| 30.45197649 | 1 | < 0.1% | |
| 30.6073942 | 1 | < 0.1% | |
| 30.82789938 | 1 | < 0.1% | |
| 30.8293016 | 1 | < 0.1% | |
| 31.00220029 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 52.30417826 | 1 | < 0.1% | |
| 51.88151656 | 1 | < 0.1% | |
| 51.81542136 | 1 | < 0.1% | |
| 51.71244476 | 1 | < 0.1% | |
| 51.70440641 | 1 | < 0.1% |
| Distinct count | 143998 |
|---|---|
| Unique (%) | 96.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.04480912301 |
|---|---|
| Minimum | -4.295588903 |
| Maximum | 7.320308375 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | -4.295588903 |
|---|---|
| 5-th percentile | -3.315105571 |
| Q1 | -3.192349286 |
| median | -3.052671416 |
| Q3 | 4.000669795 |
| 95-th percentile | 5.156493473 |
| Maximum | 7.320308375 |
| Range | 11.61589728 |
| Interquartile range (IQR) | 7.193019081 |
Descriptive statistics
| Standard deviation | 3.641893018 |
|---|---|
| Coefficient of variation (CV) | -81.27570398 |
| Kurtosis | -1.753016996 |
| Mean | -0.04480912301 |
| Median Absolute Deviation (MAD) | 3.537543317 |
| Skewness | 0.3594542872 |
| Sum | -6721.368452 |
| Variance | 13.26338475 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-4.2955889 -4.11414196 -3.99357171 -3.84929112 -3.78423635 ... 6.02246016 6.32061473 6.38914498 6.84698975 7.32030837], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| -3.245133027 | 20 | < 0.1% | |
| 3.183322711 | 16 | < 0.1% | |
| 1.942731923 | 15 | < 0.1% | |
| 3.354949272 | 15 | < 0.1% | |
| 2.796738683 | 15 | < 0.1% | |
| 3.116687784 | 15 | < 0.1% | |
| 2.886858389 | 14 | < 0.1% | |
| 3.396243998 | 14 | < 0.1% | |
| 3.195363167 | 14 | < 0.1% | |
| 3.400294632 | 12 | < 0.1% | |
| Other values (143988) | 149850 | 99.9% |
| Value | Count | Frequency (%) | |
| -4.295588903 | 1 | < 0.1% | |
| -4.236904217 | 1 | < 0.1% | |
| -4.200243504 | 1 | < 0.1% | |
| -4.169894283 | 1 | < 0.1% | |
| -4.11464681 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 7.320308375 | 1 | < 0.1% | |
| 7.299601831 | 1 | < 0.1% | |
| 7.270447755 | 1 | < 0.1% | |
| 7.251385223 | 1 | < 0.1% | |
| 7.189598872 | 1 | < 0.1% |
| Distinct count | 143997 |
|---|---|
| Unique (%) | 96.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.08076505845 |
|---|---|
| Minimum | -4.47067143 |
| Maximum | 19.0354965 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | -4.47067143 |
|---|---|
| 5-th percentile | -1.78064028 |
| Q1 | -0.9706712005 |
| median | -0.3829468904 |
| Q3 | 0.2413348522 |
| 95-th percentile | 1.228078873 |
| Maximum | 19.0354965 |
| Range | 23.50616793 |
| Interquartile range (IQR) | 1.212006053 |
Descriptive statistics
| Standard deviation | 2.929617945 |
|---|---|
| Coefficient of variation (CV) | 36.27333405 |
| Kurtosis | 23.86059102 |
| Mean | 0.08076505845 |
| Median Absolute Deviation (MAD) | 1.241902009 |
| Skewness | 4.842555904 |
| Sum | 12114.75877 |
| Variance | 8.582661304 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-4.47067143 -3.4740065 -3.17110227 -2.88234442 -2.70919733 ... 16.91136898 17.20052575 17.64244173 18.1843126 19.0354965 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| -0.3498599506 | 20 | < 0.1% | |
| 0.8265767659 | 16 | < 0.1% | |
| 0.8877624977 | 15 | < 0.1% | |
| -0.1583641418 | 15 | < 0.1% | |
| 0.9806164814 | 15 | < 0.1% | |
| 0.0307076025 | 15 | < 0.1% | |
| -0.0281644461 | 14 | < 0.1% | |
| -0.1289230628 | 14 | < 0.1% | |
| 0.9858723586 | 14 | < 0.1% | |
| 0.470568901 | 12 | < 0.1% | |
| Other values (143987) | 149850 | 99.9% |
| Value | Count | Frequency (%) | |
| -4.47067143 | 1 | < 0.1% | |
| -4.155742905 | 1 | < 0.1% | |
| -4.022534299 | 1 | < 0.1% | |
| -3.741392553 | 1 | < 0.1% | |
| -3.737970421 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 19.0354965 | 1 | < 0.1% | |
| 18.99430891 | 1 | < 0.1% | |
| 18.80211771 | 1 | < 0.1% | |
| 18.67641395 | 1 | < 0.1% | |
| 18.65675078 | 1 | < 0.1% |
| Distinct count | 143998 |
|---|---|
| Unique (%) | 96.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.07883342346 |
|---|---|
| Minimum | -7.275036707 |
| Maximum | 9.854701534 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | -7.275036707 |
|---|---|
| 5-th percentile | -3.173722911 |
| Q1 | -1.462580044 |
| median | 0.09972198465 |
| Q3 | 1.565838202 |
| 95-th percentile | 3.34599903 |
| Maximum | 9.854701534 |
| Range | 17.12973824 |
| Interquartile range (IQR) | 3.028418246 |
Descriptive statistics
| Standard deviation | 2.026514036 |
|---|---|
| Coefficient of variation (CV) | 25.70627973 |
| Kurtosis | -0.4180058877 |
| Mean | 0.07883342346 |
| Median Absolute Deviation (MAD) | 1.676853293 |
| Skewness | 0.1062920405 |
| Sum | 11825.01352 |
| Variance | 4.106759138 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-7.27503671 -5.43567292 -5.09078386 -4.75762091 -4.51404742 ... 5.48296103 6.14544317 6.88336337 8.47000281 9.85470153], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| -0.2182005123 | 20 | < 0.1% | |
| -1.312989982 | 16 | < 0.1% | |
| -2.006612314 | 15 | < 0.1% | |
| -1.619872925 | 15 | < 0.1% | |
| -1.61243245 | 15 | < 0.1% | |
| -1.382756053 | 15 | < 0.1% | |
| -1.881849681 | 14 | < 0.1% | |
| -1.713509257 | 14 | < 0.1% | |
| -1.690953035 | 14 | < 0.1% | |
| -1.199487739 | 12 | < 0.1% | |
| Other values (143988) | 149850 | 99.9% |
| Value | Count | Frequency (%) | |
| -7.275036707 | 1 | < 0.1% | |
| -5.817029459 | 1 | < 0.1% | |
| -5.50069172 | 1 | < 0.1% | |
| -5.455090672 | 1 | < 0.1% | |
| -5.416255161 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 9.854701534 | 1 | < 0.1% | |
| 9.369226864 | 1 | < 0.1% | |
| 9.181525054 | 1 | < 0.1% | |
| 9.121567529 | 1 | < 0.1% | |
| 9.102653962 | 1 | < 0.1% |
| Distinct count | 143998 |
|---|---|
| Unique (%) | 96.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01787461475 |
|---|---|
| Minimum | -4.364565242 |
| Maximum | 6.82935164 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | -4.364565242 |
|---|---|
| 5-th percentile | -1.694681469 |
| Q1 | -0.9211914838 |
| median | -0.07591042907 |
| Q3 | 0.8687584354 |
| 95-th percentile | 2.100814569 |
| Maximum | 6.82935164 |
| Range | 11.19391688 |
| Interquartile range (IQR) | 1.789949919 |
Descriptive statistics
| Standard deviation | 1.193661387 |
|---|---|
| Coefficient of variation (CV) | 66.77969868 |
| Kurtosis | -0.1972952432 |
| Mean | 0.01787461475 |
| Median Absolute Deviation (MAD) | 0.9851313333 |
| Skewness | 0.3679889702 |
| Sum | 2681.192212 |
| Variance | 1.424827506 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-4.36456524 -3.89893376 -2.95924778 -2.60864082 -2.42520141 ... 3.70756539 4.2269578 4.50015967 4.95728189 6.82935164], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| -1.626828233 | 20 | < 0.1% | |
| 0.6967751761 | 16 | < 0.1% | |
| -0.3658995025 | 15 | < 0.1% | |
| -0.3649862222 | 15 | < 0.1% | |
| -0.3798153928 | 15 | < 0.1% | |
| 1.23545786 | 15 | < 0.1% | |
| 1.617135927 | 14 | < 0.1% | |
| -0.3048146874 | 14 | < 0.1% | |
| -0.3932832081 | 14 | < 0.1% | |
| -0.2910286045 | 12 | < 0.1% | |
| Other values (143988) | 149850 | 99.9% |
| Value | Count | Frequency (%) | |
| -4.364565242 | 1 | < 0.1% | |
| -4.233625966 | 1 | < 0.1% | |
| -4.211500995 | 1 | < 0.1% | |
| -4.156168164 | 1 | < 0.1% | |
| -4.095555032 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 6.82935164 | 1 | < 0.1% | |
| 4.95909398 | 1 | < 0.1% | |
| 4.955469803 | 1 | < 0.1% | |
| 4.87727069 | 1 | < 0.1% | |
| 4.846567074 | 1 | < 0.1% |
| Distinct count | 139624 |
|---|---|
| Unique (%) | 93.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2482035284 |
|---|---|
| Minimum | 0 |
| Maximum | 0.2918381131 |
| Zeros | 4485 |
| Zeros (%) | 3.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.2270593411 |
| Q1 | 0.2436153531 |
| median | 0.2577979663 |
| Q3 | 0.2652972593 |
| 95-th percentile | 0.2779034901 |
| Maximum | 0.2918381131 |
| Range | 0.2918381131 |
| Interquartile range (IQR) | 0.02168190624 |
Descriptive statistics
| Standard deviation | 0.04580397102 |
|---|---|
| Coefficient of variation (CV) | 0.1845419818 |
| Kurtosis | 22.93408106 |
| Mean | 0.2482035284 |
| Median Absolute Deviation (MAD) | 0.02064245697 |
| Skewness | -4.737093909 |
| Sum | 37230.52926 |
| Variance | 0.002098003761 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.00000000e+00 5.91495975e-06 8.71099067e-04 2.04117919e-01 2.08683505e-01 ... 2.85179253e-01 2.86026893e-01 2.87436368e-01 2.91008387e-01 2.91838113e-01], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 4485 | 3.0% | |
| 0.2694058132 | 20 | < 0.1% | |
| 0.2562264318 | 16 | < 0.1% | |
| 0.2610820816 | 15 | < 0.1% | |
| 0.2770966197 | 15 | < 0.1% | |
| 0.2609957841 | 15 | < 0.1% | |
| 0.2657638553 | 15 | < 0.1% | |
| 0.263125818 | 14 | < 0.1% | |
| 0.2606313746 | 14 | < 0.1% | |
| 0.2773974215 | 14 | < 0.1% | |
| Other values (139614) | 145377 | 96.9% |
| Value | Count | Frequency (%) | |
| 0 | 4485 | 3.0% | |
| 1.182991951e-05 | 1 | < 0.1% | |
| 3.541627639e-05 | 1 | < 0.1% | |
| 4.983770368e-05 | 1 | < 0.1% | |
| 9.987459124e-05 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.2918381131 | 1 | < 0.1% | |
| 0.2916221047 | 1 | < 0.1% | |
| 0.291473069 | 1 | < 0.1% | |
| 0.2914312843 | 1 | < 0.1% | |
| 0.291293837 | 1 | < 0.1% |
| Distinct count | 109766 |
|---|---|
| Unique (%) | 73.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.04492300431 |
|---|---|
| Minimum | 0 |
| Maximum | 0.1514195959 |
| Zeros | 35465 |
| Zeros (%) | 23.6% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3.811099819e-05 |
| median | 0.0008120586185 |
| Q3 | 0.1020092977 |
| 95-th percentile | 0.119640585 |
| Maximum | 0.1514195959 |
| Range | 0.1514195959 |
| Interquartile range (IQR) | 0.1019711867 |
Descriptive statistics
| Standard deviation | 0.05174278749 |
|---|---|
| Coefficient of variation (CV) | 1.151810488 |
| Kurtosis | -1.742566654 |
| Mean | 0.04492300431 |
| Median Absolute Deviation (MAD) | 0.05022600402 |
| Skewness | 0.3680730421 |
| Sum | 6738.450646 |
| Variance | 0.002677316057 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.00000000e+00 7.49451978e-09 5.28032345e-05 5.28289684e-05 3.97418565e-04 ... 1.37468348e-01 1.39768756e-01 1.46754618e-01 1.47006910e-01 1.51419596e-01], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 35465 | 23.6% | |
| 5.281627533e-05 | 20 | < 0.1% | |
| 0.09347230563 | 16 | < 0.1% | |
| 0.07521186781 | 15 | < 0.1% | |
| 0.08756163723 | 15 | < 0.1% | |
| 0.09502883385 | 15 | < 0.1% | |
| 0.09188745529 | 15 | < 0.1% | |
| 0.09545229844 | 14 | < 0.1% | |
| 0.08870361553 | 14 | < 0.1% | |
| 0.09285305161 | 14 | < 0.1% | |
| Other values (109756) | 114397 | 76.3% |
| Value | Count | Frequency (%) | |
| 0 | 35465 | 23.6% | |
| 1.498903956e-08 | 1 | < 0.1% | |
| 1.855559964e-08 | 1 | < 0.1% | |
| 3.458416163e-08 | 1 | < 0.1% | |
| 5.365260697e-08 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.1514195959 | 1 | < 0.1% | |
| 0.1511057713 | 1 | < 0.1% | |
| 0.1503892133 | 1 | < 0.1% | |
| 0.1503220462 | 1 | < 0.1% | |
| 0.1499101503 | 1 | < 0.1% |
| Distinct count | 138709 |
|---|---|
| Unique (%) | 92.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1246924611 |
|---|---|
| Minimum | 0 |
| Maximum | 1.404936375 |
| Zeros | 5467 |
| Zeros (%) | 3.6% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.007337314046 |
| Q1 | 0.06247353269 |
| median | 0.09586589827 |
| Q3 | 0.1252429449 |
| 95-th percentile | 0.1681911025 |
| Maximum | 1.404936375 |
| Range | 1.404936375 |
| Interquartile range (IQR) | 0.06276941225 |
Descriptive statistics
| Standard deviation | 0.2014095303 |
|---|---|
| Coefficient of variation (CV) | 1.615250261 |
| Kurtosis | 25.84548929 |
| Mean | 0.1246924611 |
| Median Absolute Deviation (MAD) | 0.07589027857 |
| Skewness | 5.130233019 |
| Sum | 18703.86917 |
| Variance | 0.04056579891 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.00000000e+00 4.39435175e-07 1.01849909e-04 1.04205127e-02 1.47925155e-02 ... 1.31277095e+00 1.32231307e+00 1.33232577e+00 1.34979951e+00 1.40493638e+00], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 5467 | 3.6% | |
| 0.1242125722 | 20 | < 0.1% | |
| 0.1302719182 | 16 | < 0.1% | |
| 0.139667344 | 15 | < 0.1% | |
| 0.05167975228 | 15 | < 0.1% | |
| 0.08159521024 | 15 | < 0.1% | |
| 0.1409074869 | 15 | < 0.1% | |
| 0.1408648003 | 14 | < 0.1% | |
| 0.07292957058 | 14 | < 0.1% | |
| 0.0451710962 | 14 | < 0.1% | |
| Other values (138699) | 144395 | 96.3% |
| Value | Count | Frequency (%) | |
| 0 | 5467 | 3.6% | |
| 8.788703506e-07 | 1 | < 0.1% | |
| 4.967235703e-06 | 1 | < 0.1% | |
| 5.313628437e-06 | 1 | < 0.1% | |
| 7.115923657e-06 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1.404936375 | 1 | < 0.1% | |
| 1.401999012 | 1 | < 0.1% | |
| 1.387846594 | 1 | < 0.1% | |
| 1.385366787 | 1 | < 0.1% | |
| 1.372934179 | 1 | < 0.1% |
| Distinct count | 142451 |
|---|---|
| Unique (%) | 95.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.05814385476 |
|---|---|
| Minimum | 0 |
| Maximum | 0.1607909853 |
| Zeros | 1597 |
| Zeros (%) | 1.1% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.01353156407 |
| Q1 | 0.03533368675 |
| median | 0.05701359764 |
| Q3 | 0.07938157081 |
| 95-th percentile | 0.1087993996 |
| Maximum | 0.1607909853 |
| Range | 0.1607909853 |
| Interquartile range (IQR) | 0.04404788406 |
Descriptive statistics
| Standard deviation | 0.02918575568 |
|---|---|
| Coefficient of variation (CV) | 0.5019577013 |
| Kurtosis | -0.6362252576 |
| Mean | 0.05814385476 |
| Median Absolute Deviation (MAD) | 0.02418387461 |
| Skewness | 0.204613257 |
| Sum | 8721.578214 |
| Variance | 0.0008518083346 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.00000000e+00 4.61464116e-07 3.54723847e-03 8.51163176e-03 1.16955203e-02 ... 1.30983090e-01 1.35642177e-01 1.41363694e-01 1.48809588e-01 1.60790985e-01], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1597 | 1.1% | |
| 0.06735800888 | 20 | < 0.1% | |
| 0.07474168883 | 16 | < 0.1% | |
| 0.0732681433 | 15 | < 0.1% | |
| 0.07590468059 | 15 | < 0.1% | |
| 0.07666355645 | 15 | < 0.1% | |
| 0.08469556352 | 15 | < 0.1% | |
| 0.07865835259 | 14 | < 0.1% | |
| 0.08058404544 | 14 | < 0.1% | |
| 0.07537557616 | 14 | < 0.1% | |
| Other values (142441) | 148265 | 98.8% |
| Value | Count | Frequency (%) | |
| 0 | 1597 | 1.1% | |
| 9.229282312e-07 | 1 | < 0.1% | |
| 2.029666399e-06 | 1 | < 0.1% | |
| 4.413213728e-06 | 1 | < 0.1% | |
| 6.403629719e-06 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.1607909853 | 1 | < 0.1% | |
| 0.1597096024 | 1 | < 0.1% | |
| 0.1577662813 | 1 | < 0.1% | |
| 0.1555761419 | 1 | < 0.1% | |
| 0.1538494068 | 1 | < 0.1% |
| Distinct count | 140617 |
|---|---|
| Unique (%) | 93.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0619958947 |
|---|---|
| Minimum | 0 |
| Maximum | 0.2227874876 |
| Zeros | 3486 |
| Zeros (%) | 2.3% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.009496496083 |
| Q1 | 0.03393017697 |
| median | 0.05848366702 |
| Q3 | 0.08749054835 |
| 95-th percentile | 0.1248414393 |
| Maximum | 0.2227874876 |
| Range | 0.2227874876 |
| Interquartile range (IQR) | 0.05356037137 |
Descriptive statistics
| Standard deviation | 0.03569197873 |
|---|---|
| Coefficient of variation (CV) | 0.575715197 |
| Kurtosis | -0.3214911789 |
| Mean | 0.0619958947 |
| Median Absolute Deviation (MAD) | 0.02964241053 |
| Skewness | 0.4195007497 |
| Sum | 9299.384205 |
| Variance | 0.001273917346 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.00000000e+00 6.35997285e-07 2.20420317e-03 5.18913701e-03 7.77194124e-03 ... 1.63615388e-01 1.70953420e-01 1.83589221e-01 1.95963968e-01 2.22787488e-01], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 3486 | 2.3% | |
| 0.01486672915 | 20 | < 0.1% | |
| 0.08276476968 | 16 | < 0.1% | |
| 0.1011497378 | 15 | < 0.1% | |
| 0.05153510167 | 15 | < 0.1% | |
| 0.04587739606 | 15 | < 0.1% | |
| 0.04676530325 | 15 | < 0.1% | |
| 0.04961071498 | 14 | < 0.1% | |
| 0.04820274816 | 14 | < 0.1% | |
| 0.11088657 | 14 | < 0.1% | |
| Other values (140607) | 146376 | 97.6% |
| Value | Count | Frequency (%) | |
| 0 | 3486 | 2.3% | |
| 1.271994569e-06 | 1 | < 0.1% | |
| 3.552864466e-06 | 1 | < 0.1% | |
| 5.529589418e-06 | 1 | < 0.1% | |
| 7.708846052e-06 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.2227874876 | 1 | < 0.1% | |
| 0.2136169591 | 1 | < 0.1% | |
| 0.2117691737 | 1 | < 0.1% | |
| 0.211074674 | 1 | < 0.1% | |
| 0.2104021627 | 1 | < 0.1% |
| Distinct count | 143997 |
|---|---|
| Unique (%) | 96.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.001000238809 |
|---|---|
| Minimum | -9.16819241 |
| Maximum | 12.35701062 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | -9.16819241 |
|---|---|
| 5-th percentile | -5.65890342 |
| Q1 | -3.72230288 |
| median | 1.624076331 |
| Q3 | 2.844356776 |
| 95-th percentile | 4.056172056 |
| Maximum | 12.35701062 |
| Range | 21.52520303 |
| Interquartile range (IQR) | 6.566659656 |
Descriptive statistics
| Standard deviation | 3.772386394 |
|---|---|
| Coefficient of variation (CV) | -3771.485731 |
| Kurtosis | -0.5779350635 |
| Mean | -0.001000238809 |
| Median Absolute Deviation (MAD) | 3.369765156 |
| Skewness | 0.02522046412 |
| Sum | -150.0358213 |
| Variance | 14.23089911 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-9.16819241 -8.24190528 -7.56197726 -7.3953947 -6.75885393 ... 11.05498045 11.36691185 11.52950763 11.85815972 12.35701062], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2.329386406 | 20 | < 0.1% | |
| -4.303480552 | 16 | < 0.1% | |
| -3.163235777 | 15 | < 0.1% | |
| -4.757358503 | 15 | < 0.1% | |
| -4.383928893 | 15 | < 0.1% | |
| -4.047399926 | 15 | < 0.1% | |
| -4.686442272 | 14 | < 0.1% | |
| -3.950857205 | 14 | < 0.1% | |
| -4.815884497 | 14 | < 0.1% | |
| -3.877387325 | 12 | < 0.1% | |
| Other values (143987) | 149850 | 99.9% |
| Value | Count | Frequency (%) | |
| -9.16819241 | 1 | < 0.1% | |
| -9.109525099 | 1 | < 0.1% | |
| -8.798809873 | 1 | < 0.1% | |
| -8.776898545 | 1 | < 0.1% | |
| -8.563886287 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 12.35701062 | 1 | < 0.1% | |
| 12.3193027 | 1 | < 0.1% | |
| 12.28529882 | 1 | < 0.1% | |
| 12.18050295 | 1 | < 0.1% | |
| 12.16900107 | 1 | < 0.1% |
v_11
Real number (ℝ)
| Distinct count | 143997 |
|---|---|
| Unique (%) | 96.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.009034543473 |
|---|---|
| Minimum | -5.558206704 |
| Maximum | 18.81904247 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | -5.558206704 |
|---|---|
| 5-th percentile | -3.373762442 |
| Q1 | -1.951543007 |
| median | -0.3580526972 |
| Q3 | 1.255021657 |
| 95-th percentile | 2.840711833 |
| Maximum | 18.81904247 |
| Range | 24.37724917 |
| Interquartile range (IQR) | 3.206564665 |
Descriptive statistics
| Standard deviation | 3.286071221 |
|---|---|
| Coefficient of variation (CV) | 363.7229962 |
| Kurtosis | 12.56873147 |
| Mean | 0.009034543473 |
| Median Absolute Deviation (MAD) | 2.053576657 |
| Skewness | 3.029145813 |
| Sum | 1355.181521 |
| Variance | 10.79826407 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-5.5582067 -5.16246721 -4.80694188 -4.61120433 -4.39912512 ... 16.39412831 17.56993825 18.32770803 18.64558553 18.81904247], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| -2.255590644 | 20 | < 0.1% | |
| -0.3300530272 | 16 | < 0.1% | |
| -1.107940254 | 15 | < 0.1% | |
| -0.8026135578 | 15 | < 0.1% | |
| -1.436493608 | 15 | < 0.1% | |
| -0.07987170397 | 15 | < 0.1% | |
| -1.229805655 | 14 | < 0.1% | |
| -1.124892465 | 14 | < 0.1% | |
| -0.3059463708 | 14 | < 0.1% | |
| 0.09586985004 | 12 | < 0.1% | |
| Other values (143987) | 149850 | 99.9% |
| Value | Count | Frequency (%) | |
| -5.558206704 | 1 | < 0.1% | |
| -5.403044225 | 1 | < 0.1% | |
| -5.391154102 | 1 | < 0.1% | |
| -5.366580189 | 1 | < 0.1% | |
| -5.362860991 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 18.81904247 | 1 | < 0.1% | |
| 18.80207184 | 1 | < 0.1% | |
| 18.80121836 | 1 | < 0.1% | |
| 18.7871018 | 1 | < 0.1% | |
| 18.76544301 | 1 | < 0.1% |
v_12
Real number (ℝ)
| Distinct count | 143997 |
|---|---|
| Unique (%) | 96.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.004812595252 |
|---|---|
| Minimum | -9.639552114 |
| Maximum | 13.84779152 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | -9.639552114 |
|---|---|
| 5-th percentile | -3.790116166 |
| Q1 | -1.871845761 |
| median | -0.1307533175 |
| Q3 | 1.776932949 |
| 95-th percentile | 4.100404318 |
| Maximum | 13.84779152 |
| Range | 23.48734364 |
| Interquartile range (IQR) | 3.64877871 |
Descriptive statistics
| Standard deviation | 2.517477676 |
|---|---|
| Coefficient of variation (CV) | 523.1018908 |
| Kurtosis | 0.2689373892 |
| Mean | 0.004812595252 |
| Median Absolute Deviation (MAD) | 2.045387974 |
| Skewness | 0.3653576011 |
| Sum | 721.8892878 |
| Variance | 6.33769385 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-9.63955211 -7.65617982 -7.24172116 -6.28599508 -5.97261324 ... 7.08087535 9.20432382 11.01967833 12.2537301 13.84779152], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.8474330653 | 20 | < 0.1% | |
| 2.486296944 | 16 | < 0.1% | |
| 2.375255682 | 15 | < 0.1% | |
| 3.097962759 | 15 | < 0.1% | |
| 2.10447048 | 15 | < 0.1% | |
| 2.515776809 | 15 | < 0.1% | |
| 2.76974006 | 14 | < 0.1% | |
| 2.387382343 | 14 | < 0.1% | |
| 2.260273184 | 14 | < 0.1% | |
| 2.291053577 | 12 | < 0.1% | |
| Other values (143987) | 149850 | 99.9% |
| Value | Count | Frequency (%) | |
| -9.639552114 | 1 | < 0.1% | |
| -9.404105892 | 1 | < 0.1% | |
| -9.288895057 | 1 | < 0.1% | |
| -9.223992577 | 1 | < 0.1% | |
| -8.679290001 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 13.84779152 | 1 | < 0.1% | |
| 13.56201137 | 1 | < 0.1% | |
| 13.11304284 | 1 | < 0.1% | |
| 13.08366141 | 1 | < 0.1% | |
| 12.97305681 | 1 | < 0.1% |
| Distinct count | 143998 |
|---|---|
| Unique (%) | 96.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0003126119439 |
|---|---|
| Minimum | -4.153898796 |
| Maximum | 11.14766861 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | -4.153898796 |
|---|---|
| 5-th percentile | -1.931083984 |
| Q1 | -1.057788984 |
| median | -0.03624460356 |
| Q3 | 0.9428130826 |
| 95-th percentile | 2.187794499 |
| Maximum | 11.14766861 |
| Range | 15.30156741 |
| Interquartile range (IQR) | 2.000602067 |
Descriptive statistics
| Standard deviation | 1.288987639 |
|---|---|
| Coefficient of variation (CV) | 4123.283402 |
| Kurtosis | -0.4382740227 |
| Mean | 0.0003126119439 |
| Median Absolute Deviation (MAD) | 1.071740641 |
| Skewness | 0.2679151914 |
| Sum | 46.89179159 |
| Variance | 1.661489135 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-4.1538988 -4.07352205 -4.0006869 -3.76113232 -3.69269149 ... 3.2658455 3.54690774 3.87934689 5.24966096 11.14766861], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| -1.698496921 | 20 | < 0.1% | |
| -0.04346267135 | 16 | < 0.1% | |
| 0.548696614 | 15 | < 0.1% | |
| -0.8346971591 | 15 | < 0.1% | |
| -0.499452746 | 15 | < 0.1% | |
| -0.3678552551 | 15 | < 0.1% | |
| -0.6628001058 | 14 | < 0.1% | |
| -0.3759573692 | 14 | < 0.1% | |
| 1.037323962 | 14 | < 0.1% | |
| -0.4777935057 | 12 | < 0.1% | |
| Other values (143988) | 149850 | 99.9% |
| Value | Count | Frequency (%) | |
| -4.153898796 | 1 | < 0.1% | |
| -4.102768496 | 1 | < 0.1% | |
| -4.074922408 | 1 | < 0.1% | |
| -4.0721217 | 1 | < 0.1% | |
| -4.069742029 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 11.14766861 | 1 | < 0.1% | |
| 5.249749785 | 1 | < 0.1% | |
| 5.249572137 | 1 | < 0.1% | |
| 5.23233722 | 1 | < 0.1% | |
| 5.228602135 | 1 | < 0.1% |
v_14
Real number (ℝ)
| Distinct count | 143998 |
|---|---|
| Unique (%) | 96.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.0006882314377 |
|---|---|
| Minimum | -6.546555965 |
| Maximum | 8.658417877 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.1 MiB |
Quantile statistics
| Minimum | -6.546555965 |
|---|---|
| 5-th percentile | -2.109160871 |
| Q1 | -0.4370336682 |
| median | 0.1412459925 |
| Q3 | 0.6803780745 |
| 95-th percentile | 1.365639579 |
| Maximum | 8.658417877 |
| Range | 15.20497384 |
| Interquartile range (IQR) | 1.117411743 |
Descriptive statistics
| Standard deviation | 1.038685151 |
|---|---|
| Coefficient of variation (CV) | -1509.209104 |
| Kurtosis | 2.393525934 |
| Mean | -0.0006882314377 |
| Median Absolute Deviation (MAD) | 0.7626297077 |
| Skewness | -1.186355325 |
| Sum | -103.2347157 |
| Variance | 1.078866844 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-6.54655597 -6.12400021 -5.84279922 -4.85324552 -4.63320633 ... 2.24389309 2.40049531 2.60356717 2.7367176 8.65841788], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.003014936599 | 20 | < 0.1% | |
| -2.290343715 | 16 | < 0.1% | |
| -3.059444119 | 15 | < 0.1% | |
| 1.02748673 | 15 | < 0.1% | |
| 0.8695861711 | 15 | < 0.1% | |
| -1.330412484 | 15 | < 0.1% | |
| -0.5508258348 | 14 | < 0.1% | |
| -2.488781485 | 14 | < 0.1% | |
| 0.9797061334 | 14 | < 0.1% | |
| 1.162447648 | 12 | < 0.1% | |
| Other values (143988) | 149850 | 99.9% |
| Value | Count | Frequency (%) | |
| -6.546555965 | 1 | < 0.1% | |
| -6.124708498 | 1 | < 0.1% | |
| -6.123291914 | 1 | < 0.1% | |
| -6.113291304 | 1 | < 0.1% | |
| -6.066107398 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 8.658417877 | 1 | < 0.1% | |
| 2.743992717 | 1 | < 0.1% | |
| 2.729442487 | 1 | < 0.1% | |
| 2.697364726 | 1 | < 0.1% | |
| 2.628865462 | 1 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
First rows
| SaleID | name | regDate | model | brand | bodyType | fuelType | gearbox | power | kilometer | notRepairedDamage | regionCode | creatDate | price | v_0 | v_1 | v_2 | v_3 | v_4 | v_5 | v_6 | v_7 | v_8 | v_9 | v_10 | v_11 | v_12 | v_13 | v_14 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 736 | 20040402 | 30.0 | 6 | 1.0 | 0.0 | 0.0 | 60 | 12.5 | 0.0 | 1046 | 20160404 | 1850 | 43.357796 | 3.966344 | 0.050257 | 2.159744 | 1.143786 | 0.235676 | 0.101988 | 0.129549 | 0.022816 | 0.097462 | -2.881803 | 2.804097 | -2.420821 | 0.795292 | 0.914762 |
| 1 | 1 | 2262 | 20030301 | 40.0 | 1 | 2.0 | 0.0 | 0.0 | 0 | 15.0 | NaN | 4366 | 20160309 | 3600 | 45.305273 | 5.236112 | 0.137925 | 1.380657 | -1.422165 | 0.264777 | 0.121004 | 0.135731 | 0.026597 | 0.020582 | -4.900482 | 2.096338 | -1.030483 | -1.722674 | 0.245522 |
| 2 | 2 | 14874 | 20040403 | 115.0 | 15 | 1.0 | 0.0 | 0.0 | 163 | 12.5 | 0.0 | 2806 | 20160402 | 6222 | 45.978359 | 4.823792 | 1.319524 | -0.998467 | -0.996911 | 0.251410 | 0.114912 | 0.165147 | 0.062173 | 0.027075 | -4.846749 | 1.803559 | 1.565330 | -0.832687 | -0.229963 |
| 3 | 3 | 71865 | 19960908 | 109.0 | 10 | 0.0 | 0.0 | 1.0 | 193 | 15.0 | 0.0 | 434 | 20160312 | 2400 | 45.687478 | 4.492574 | -0.050616 | 0.883600 | -2.228079 | 0.274293 | 0.110300 | 0.121964 | 0.033395 | 0.000000 | -4.509599 | 1.285940 | -0.501868 | -2.438353 | -0.478699 |
| 4 | 4 | 111080 | 20120103 | 110.0 | 5 | 1.0 | 0.0 | 0.0 | 68 | 5.0 | 0.0 | 6977 | 20160313 | 5200 | 44.383511 | 2.031433 | 0.572169 | -1.571239 | 2.246088 | 0.228036 | 0.073205 | 0.091880 | 0.078819 | 0.121534 | -1.896240 | 0.910783 | 0.931110 | 2.834518 | 1.923482 |
| 5 | 5 | 137642 | 20090602 | 24.0 | 10 | 0.0 | 1.0 | 0.0 | 109 | 10.0 | 0.0 | 3690 | 20160319 | 8000 | 46.323165 | -3.229285 | 0.156615 | -1.727217 | -0.345690 | 0.260246 | 0.000518 | 0.119838 | 0.090922 | 0.048769 | 1.885526 | -2.721943 | 2.457660 | -0.286973 | 0.206573 |
| 6 | 6 | 2402 | 19990411 | 13.0 | 4 | 0.0 | 0.0 | 1.0 | 150 | 15.0 | 0.0 | 3073 | 20160317 | 3500 | 46.104335 | 4.926219 | 0.113311 | 1.644606 | -1.270381 | 0.267998 | 0.117675 | 0.142334 | 0.025446 | 0.028174 | -4.902200 | 1.610616 | -0.834605 | -1.996117 | -0.103180 |
| 7 | 7 | 165346 | 19990706 | 26.0 | 14 | 1.0 | 0.0 | 0.0 | 101 | 15.0 | 0.0 | 4000 | 20160326 | 1000 | 42.255586 | -3.167771 | -0.676693 | 1.942673 | 0.524206 | 0.239506 | 0.000000 | 0.122943 | 0.039839 | 0.082413 | 3.693829 | -0.245014 | -2.192810 | 0.236728 | 0.195567 |
| 8 | 8 | 2974 | 20030205 | 19.0 | 1 | 2.0 | 1.0 | 1.0 | 179 | 15.0 | 0.0 | 4679 | 20160326 | 2850 | 46.084888 | 4.893717 | 0.475333 | 0.556575 | -1.262490 | 0.263833 | 0.116583 | 0.144255 | 0.039851 | 0.024388 | -4.925234 | 1.587796 | 0.075348 | -1.551098 | 0.069433 |
| 9 | 9 | 82021 | 19980101 | 7.0 | 7 | 5.0 | 0.0 | 0.0 | 88 | 15.0 | 0.0 | 302 | 20160402 | 650 | 43.074626 | 1.666386 | -2.201545 | 3.096861 | 0.843852 | 0.262473 | 0.068267 | 0.012176 | 0.010291 | 0.098727 | -1.089584 | 0.600683 | -4.186210 | 0.198273 | -1.025822 |
Last rows
| SaleID | name | regDate | model | brand | bodyType | fuelType | gearbox | power | kilometer | notRepairedDamage | regionCode | creatDate | price | v_0 | v_1 | v_2 | v_3 | v_4 | v_5 | v_6 | v_7 | v_8 | v_9 | v_10 | v_11 | v_12 | v_13 | v_14 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149990 | 149990 | 34661 | 20011207 | 41.0 | 6 | 1.0 | 0.0 | 0.0 | 60 | 8.0 | 0.0 | 6068 | 20160331 | 450 | 41.583949 | -3.180839 | -0.979553 | 3.072364 | 1.835741 | 0.229719 | 0.000000 | 0.115674 | 0.026696 | 0.123634 | 4.084478 | 0.243821 | -3.505239 | 1.285790 | 0.856962 |
| 149991 | 149991 | 54959 | 20120401 | 47.0 | 1 | 5.0 | 0.0 | 1.0 | 211 | 5.0 | 0.0 | 4225 | 20160321 | 24950 | 48.728180 | 5.614035 | 0.703266 | -3.768265 | -1.347244 | 0.279264 | 0.125922 | 0.068898 | 0.095320 | 0.012592 | -7.088874 | -0.425371 | 4.044331 | -0.633829 | 0.586724 |
| 149992 | 149992 | 183499 | 20001206 | 32.0 | 8 | 1.0 | 0.0 | 0.0 | 82 | 15.0 | 0.0 | 5102 | 20160309 | 950 | 41.993906 | -3.126642 | -0.795836 | 1.808947 | 1.203226 | 0.234736 | 0.000000 | 0.105834 | 0.042096 | 0.102435 | 3.735963 | -0.176973 | -2.353203 | 0.998859 | -0.085879 |
| 149993 | 149993 | 72087 | 20041103 | 184.0 | 11 | 0.0 | 1.0 | 0.0 | 140 | 2.0 | 0.0 | 519 | 20160324 | 4399 | 44.175418 | -3.045687 | -0.886965 | -1.392449 | 0.448469 | 0.255349 | 0.000413 | 0.041439 | 0.082465 | 0.074247 | 2.374701 | -2.196298 | 0.642920 | 0.900097 | -0.721607 |
| 149994 | 149994 | 43073 | 20120107 | 42.0 | 1 | 1.0 | 0.0 | 0.0 | 122 | 3.0 | 0.0 | 5053 | 20160324 | 14780 | 47.055121 | 4.733281 | 1.851484 | -1.885076 | 1.219955 | 0.235129 | 0.114628 | 0.170323 | 0.080325 | 0.091744 | -5.138297 | 1.442491 | 2.812579 | 0.951352 | -1.600794 |
| 149995 | 149995 | 163978 | 20000607 | 121.0 | 10 | 4.0 | 0.0 | 1.0 | 163 | 15.0 | 0.0 | 4576 | 20160327 | 5900 | 45.316543 | -3.139095 | -1.269707 | -0.736609 | -1.505820 | 0.280264 | 0.000310 | 0.048441 | 0.071158 | 0.019174 | 1.988114 | -2.983973 | 0.589167 | -1.304370 | -0.302592 |
| 149996 | 149996 | 184535 | 20091102 | 116.0 | 11 | 0.0 | 0.0 | 0.0 | 125 | 10.0 | 0.0 | 2826 | 20160312 | 9500 | 45.972058 | -3.143764 | -0.023523 | -2.366699 | 0.698012 | 0.253217 | 0.000777 | 0.084079 | 0.099681 | 0.079371 | 1.839166 | -2.774615 | 2.553994 | 0.924196 | -0.272160 |
| 149997 | 149997 | 147587 | 20101003 | 60.0 | 11 | 1.0 | 1.0 | 0.0 | 90 | 6.0 | 0.0 | 3302 | 20160328 | 7500 | 44.733481 | -3.105721 | 0.595454 | -2.279091 | 1.423661 | 0.233353 | 0.000705 | 0.118872 | 0.100118 | 0.097914 | 2.439812 | -1.630677 | 2.290197 | 1.891922 | 0.414931 |
| 149998 | 149998 | 45907 | 20060312 | 34.0 | 10 | 3.0 | 1.0 | 0.0 | 156 | 15.0 | 0.0 | 1877 | 20160401 | 4999 | 45.658634 | -3.204785 | -0.441680 | -1.179812 | 0.620680 | 0.256369 | 0.000252 | 0.081479 | 0.083558 | 0.081498 | 2.075380 | -2.633719 | 1.414937 | 0.431981 | -1.659014 |
| 149999 | 149999 | 177672 | 19990204 | 19.0 | 28 | 6.0 | 0.0 | 1.0 | 193 | 12.5 | 0.0 | 235 | 20160305 | 4700 | 45.536383 | -3.200326 | -1.612893 | -0.067144 | -1.396166 | 0.284475 | 0.000000 | 0.040072 | 0.062543 | 0.025819 | 1.978453 | -3.179913 | 0.031724 | -1.483350 | -0.342674 |